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doc/modules/decomposition.rst
@@ -376,7 +376,7 @@ does not fit into the memory.
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Note that when using dictionary learning to extract a representation
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(e.g. for sparse coding) clustering can be a good proxy to learn the
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- dictionary. For instance the :ref:`MiniBatchKMeans` estimator is
+ dictionary. For instance the :class:`MiniBatchKMeans` estimator is
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computationally efficient and implements on-line learning
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`partial_fit` method.
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